A method to create data samples based on specific conditions using diffusion models.
― 6 min read
Statistics - Methodology
RSSA new approach to optimize Bayesian inference using generalized methods.
― 9 min read
Discover a novel approach to causal inference with cocycles.
― 6 min read
A new method tackles duplicated data challenges in spatial point process models.
― 8 min read
New online methods improve functional data analysis for real-world applications.
― 6 min read
A look at the role of non-probability data in modern statistical methods.
― 6 min read
Revolutionizing finance through extended weak convergence and advanced modeling techniques.
― 6 min read
A new method combines CNFs and MCMC for improved sampling from complex distributions.
― 6 min read
New methods enhance prediction accuracy and fairness in healthcare outcomes.
― 6 min read
Examining how interference affects treatment outcomes and improving estimation methods.
― 7 min read
New methods for identifying significant changes in data variance over time.
― 5 min read
This paper presents an efficient approach for real-time change detection in data.
― 7 min read
A method for comparing samples with missing data helps improve research accuracy.
― 6 min read
A look at causal machine learning methods and their impact in complex studies.
― 6 min read
Introducing a framework to better assess common factor models using generalized residuals.
― 6 min read
Explore strong screening rules for fast feature selection in complex datasets.
― 6 min read
A method to improve hypothesis testing in cluster analysis.
― 5 min read
Researchers develop a fast emulator for complex computer models.
― 5 min read
A new method improves prediction reliability using multiple data views.
― 8 min read
Exploring the impact of air pollution on mortality rates, especially among the elderly.
― 6 min read
Engineers improve system performance by integrating design and control with robust strategies.
― 6 min read
Automating proxy variable selection improves causal effect estimation in observational studies.
― 6 min read
A new approach in federated learning captures data dependencies while ensuring privacy.
― 6 min read
Strategies to manage missing data in biomedical research on competing risks.
― 6 min read
A joint model provides insights into cystic fibrosis patient outcomes and health events.
― 6 min read
A new model enhances node classification by leveraging related knowledge.
― 6 min read
FAMAR simplifies complex data analysis by focusing on key underlying factors.
― 5 min read
A fresh approach to quantify uncertainty in complex data through mixture-based methods.
― 6 min read
Strategies for optimizing asset allocation while considering data uncertainty.
― 5 min read
CASBAH improves the study of treatment effects using continuous post-treatment variables.
― 6 min read
A novel approach to measure dependencies in extreme data sets across various fields.
― 6 min read
A new method to tackle missing data in healthcare research.
― 8 min read
New methods improve understanding of social influence within networks.
― 5 min read
Stagewise boosting distributional regression improves analysis of complex data.
― 6 min read
A new framework improves clustering accuracy for event data with outliers.
― 5 min read
Introducing watermarking to protect counterfactual explanations in machine learning.
― 6 min read
Learn how to navigate interference in data-driven decisions.
― 6 min read
New method improves reliability in measuring uncertainty in predictive models.
― 7 min read
A flexible approach for generating CFEs that respects data privacy concerns.
― 7 min read
Examining spatial data patterns and their information content.
― 8 min read